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On the design of cost minimization for D2D‐enabled wireless caching networks: A joint recommendation, caching, and routing perspective.

Authors :
Hua, Yu
Fu, Yaru
Zhu, Qi
Source :
IET Communications (Wiley-Blackwell); Jan2024, Vol. 18 Issue 2, p129-144, 16p
Publication Year :
2024

Abstract

Cache‐enabled device‐to‐device (D2D) network has been deemed as an effective technique to offload the data traffic. However, the gain of the caching schemes is closely related to the homogeneity among users' preference distribution. To tackle this issue, recommendation is a promising proactive approach. It increases the request probability of recommended contents, reshaping users' contents demand patterns, and improving caching performance. Moreover, considering the heterogeneous network settings, i.e. content retrieval costs vary, the routing design becomes a non‐negligible factor on caching performance optimization. On these grounds, the average system cost of D2D‐enabled wireless caching networks with multiple BSs is first described. Then the routing strategies are designed together with caching and recommendation policies by minimizing the average cost of these networks. The optimization problem is proven as NP‐hard. To facilitate the analysis, the original problem is decoupled into two sub‐problems and solve them respectively. Afterwards, all the variables are optimized in an alternating manner until the convergence is achieved. The proposed algorithm's convergence performance and benefits over benchmark strategies in terms of total cost and cache hit ratio are supported by Monte‐Carlo simulation results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17518628
Volume :
18
Issue :
2
Database :
Complementary Index
Journal :
IET Communications (Wiley-Blackwell)
Publication Type :
Academic Journal
Accession number :
175009803
Full Text :
https://doi.org/10.1049/cmu2.12716